gpt-4o vs gpt-5-nano-medium KQL Benchmark

gpt-4o wins by 13.5%

Compared on 185 shared test questions

Overall Accuracy

gpt-4o

37.3%

69 / 185 correct

gpt-5-nano-medium

23.8%

44 / 185 correct

Average Cost per Query

gpt-4o: $0.0433
gpt-5-nano-medium: $0.0069
gpt-4o costs 523.5% more

Average Execution Time

gpt-4o: 14.30s
gpt-5-nano-medium: 65.07s
gpt-5-nano-medium takes 354.9% longer
Question-by-Question Analysis

Question-by-Question Comparison

Detailed comparison showing where each model succeeded or failed

Showing 1 to 25 of 185 questions
Page 1 of 8
T1003
On a Windows host, an attacker leveraged COMSVCS.DLL via rundll32.exe to dump the memory of svchost.exe into a file under the Temp directory. Review the file creation logs to determine the exact name of the dump file that was generated.
gpt-4o Wins
T1016.001
On a Linux host, a ping command was executed to test internet connectivity. Determine which IP address was used as the ping target.
gpt-4o Wins
T1018
A Windows host executed an ICMP-based network reconnaissance using a looping instruction in cmd.exe. Identify the exact command line that was used to perform the ping sweep.
gpt-4o Wins
T1021.006
On Windows hosts, look through recent PowerShell execution records to find any elevated session where remote management was turned on. What exact command was run to enable PSRemoting?
gpt-4o Wins
T1036.004
Analyze Windows process events for any schtasks.exe commands that created a new task invoking PowerShell. What is the name of the .ps1 script specified to run?
gpt-4o Wins
T1048.003
A Linux host briefly hosted an HTTP service under /tmp. Examine process creation logs to determine the exact python3 command that was used to start the server on port 9090.
gpt-4o Wins
T1049
A user launched a Windows command prompt and executed a built-in utility to enumerate all active network connections. Using process creation logs, identify the exact tool that produced the list of current connections.
gpt-4o Wins
T1053.003
Linux hosts may log events when new files are added to /var/spool/cron/crontabs. Query those logs for a creation or write action in that directory and determine the file name that was added.
gpt-4o Wins
T1048.003
Windows process creation logs show a PowerShell-driven file transfer to an FTP service. Which executable was leveraged to perform this exfiltration?
gpt-4o Wins
T1059.004
Which full interactive shell command, as recorded in the Linux process logs, repeatedly echoed a distinctive marker message to the terminal?
gpt-4o Wins
T1059.004
An attacker on a Linux host may try to enumerate installed shells by reading the system file that lists valid shells. Using process or syslog data, determine which command was executed to perform this enumeration.
gpt-4o Wins
T1059.004
On a Linux system, find any process creation record where awk is used with a BEGIN rule to launch a shell. What was the exact command invoked?
gpt-4o Wins
T1059.004
On a Linux system, review process execution records for any shell process that set an environment variable containing executable code and then piped it into another shell instance. Determine which environment variable name was used to store the script content.
gpt-4o Wins
T1070.003
On a Windows endpoint, review process execution logs to see if any PowerShell sessions were wiped clean. Which command was executed to clear the PowerShell history?
gpt-4o Wins
T1059.004
On a Linux host, identify the process invocation that altered a user’s login shell. What was the full command used?
gpt-4o Wins
T1069.001
Investigate Windows process execution logs for a PowerShell cmdlet used to list group members. Look for entries where a group name is provided after a '-Name' flag and identify which group was queried.
gpt-4o Wins
T1070.003
On a Windows device, there’s evidence that PowerShell history was wiped by deleting the history file. What was the exact command used to perform this action?
gpt-4o Wins
T1070.003
On a Linux endpoint, you suspect malicious clearing of the bash history by redirecting from the null device. Explore process or file events to uncover the exact shell command that performed this action.
gpt-4o Wins
T1070.004
Suspiciously, the recycle bin appears empty system-wide. Determine which command was executed on Windows to clear the system's recycle bin directory, including any switches and environment variables.
gpt-4o Wins
T1082
While investigating process creation logs on a Linux device, you observe a privileged hardware interrogation step used to reveal virtualization details. Which utility was invoked?
gpt-4o Wins
T1070
A suspicious actor appears to have removed the USN change journal on a Windows workstation. Investigate process start records to find out exactly which command was used to delete the journal. What was the full command line invoked?
gpt-4o Wins
T1112
Evidence shows that the Windows Defender startup entry was tampered with via an elevated command prompt. Investigate registry events related to the Run key to discover which executable replaced the default SecurityHealth value. What is the name of the new program?
gpt-4o Wins
T1082
A user‐space process on a Linux device invoked a shell to capture and display the system’s environment variables and path. Which exact command was used to perform this discovery?
gpt-4o Wins
T1082
A Linux system shows a process in the execution logs that fetched the machine’s name. Review the DeviceProcessEvents table to find out which utility was called to perform this hostname lookup.
gpt-4o Wins
T1112
On a Windows host, registry events reveal that PowerShell modified a value under the WDigest provider. Identify the exact command line that performed this registry change.
gpt-4o Wins
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